Scott Lundberg

6 papers · 2021–2023 · 6 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

ACL (1) AISTATS (1) EMNLP (1) ICCV (1) ICLR (1) JMLR (1)

Top co-authors

Marco Tulio Ribeiro (3) Su-in Lee (1) Gabriel Ilharco (1) Shikhar Murty (1) Christopher Manning (1) Mark Hamilton (1) Ian Covert (1) Jenna Wiens (1) Jiaxuan Wang (1) Lei Zhang (1)

Research topics

Artificial Intelligence (5) Core AI (5) Machine Learning (3) Application Areas (2) Mathematics & Optimization (1) Natural Language Processing (1) Applications (1) Core Methods (1) Mathematics (1)

Keywords

shapley value (2) game theory (1) sentiment analysis (1) similarity learning (1) relation extraction (1) feature importance (1) feature attribution (1) visual search (1) model interpretability (1) language model (1) counterfactual reasoning (1) model explanation (1) causal graph (1) bug detection (1) removal-based explanation (1) unit testing (1) model testing (1) error clustering (1) failure mode (1) model correction (1)

Papers

Adaptive Testing of Computer Vision Models ICCV 2023 Adaptive Testing and Debugging of NLP Models ACL 2022 Axiomatic Explanations for Visual Search, Retrieval, and Similarity Learning ICLR 2022 Fixing Model Bugs with Natural Language Patches EMNLP 2022 Explaining by Removing: A Unified Framework for Model Explanation JMLR 2021 Shapley Flow: A Graph-based Approach to Interpreting Model Predictions AISTATS 2021